TY - JOUR
T1 - Automatic temporal lobe atrophy assessment in prodromal AD: Data from the DESCRIPA study
AU - Chincarini, Andrea
AU - Bosco, Paolo
AU - Gemme, Gianluca
AU - Esposito, Mario
AU - Rei, Luca
AU - Squarcia, Sandro
AU - Bellotti, Roberto
AU - Minthon, Lennart
AU - Frisoni, Giovanni
AU - Scheltens, Philip
AU - Froelich, Lutz
AU - Soininen, Hilkka
AU - Visser, Pieter-Jelle
AU - Nobili, Flavio
PY - 2014
Y1 - 2014
N2 - Background: In the framework of the clinical validation of research tools, this investigation presents a validation study of an automatic medial temporal lobe atrophy measure that is applied to a naturalistic population sampled from memory clinic patients across Europe. Methods: The procedure was developed on 1.5-T magnetic resonance images from the Alzheimer's Disease Neuroimaging Initiative database, and it was validated on an independent data set coming from the DESCRIPA study. All images underwent an automatic processing procedure to assess tissue atrophy that was targeted at the hippocampal region. For each subject, the procedure returns a classification index. Once provided with the clinical assessment at baseline and follow-up, subjects were grouped into cohorts to assess classification performance. Each cohort was divided into converters (co) and nonconverters (nc) depending on the clinical outcome at follow-up visit. Results: We found the area under the receiver operating characteristic curve (AUC) was 0.81 for all co versus nc subjects, and AUC was 0.90 for subjective memory complaint (SMCnc) versus all co subjects. Furthermore, when training on mild cognitive impairment (MCI-nc/MCI-co), the classification performance generally exceeds that found when training on controls versus Alzheimer's disease (CTRL/AD). Conclusions: Automatic magnetic resonance imaging analysis may assist clinical classification of subjects in a memory clinic setting even when images are not specifically acquired for automatic analysis. (C) 2014 The Alzheimer's Association. All rights reserved.
AB - Background: In the framework of the clinical validation of research tools, this investigation presents a validation study of an automatic medial temporal lobe atrophy measure that is applied to a naturalistic population sampled from memory clinic patients across Europe. Methods: The procedure was developed on 1.5-T magnetic resonance images from the Alzheimer's Disease Neuroimaging Initiative database, and it was validated on an independent data set coming from the DESCRIPA study. All images underwent an automatic processing procedure to assess tissue atrophy that was targeted at the hippocampal region. For each subject, the procedure returns a classification index. Once provided with the clinical assessment at baseline and follow-up, subjects were grouped into cohorts to assess classification performance. Each cohort was divided into converters (co) and nonconverters (nc) depending on the clinical outcome at follow-up visit. Results: We found the area under the receiver operating characteristic curve (AUC) was 0.81 for all co versus nc subjects, and AUC was 0.90 for subjective memory complaint (SMCnc) versus all co subjects. Furthermore, when training on mild cognitive impairment (MCI-nc/MCI-co), the classification performance generally exceeds that found when training on controls versus Alzheimer's disease (CTRL/AD). Conclusions: Automatic magnetic resonance imaging analysis may assist clinical classification of subjects in a memory clinic setting even when images are not specifically acquired for automatic analysis. (C) 2014 The Alzheimer's Association. All rights reserved.
KW - MRI
KW - Image analysis
KW - Memory clinics
KW - Naturalistic population
KW - Alzheimer's disease
KW - Medial temporal lobe
KW - Hippocampus
U2 - 10.1016/j.jalz.2013.05.1774
DO - 10.1016/j.jalz.2013.05.1774
M3 - Article
C2 - 24035058
SN - 1552-5279
VL - 10
SP - 456
EP - 467
JO - Alzheimer's & Dementia
JF - Alzheimer's & Dementia
IS - 4
ER -